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DatasetAbbr.NodesEdgesE/NClassesDim.
CiteseerGraphDatasetCSR212036791.763703
CoraGraphDatasetCOR248550692.071433
AmazonCoBuyPhotoDatasetAPH7487119 04315.98745
AmazonCoBuyComputerDatasetACO13381245 77818.410767
PubmedGraphDatasetPUB19717443242.23500
ogbn-arxivARX169 34311577996.840128
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CSRCORAPHACOPUBARX
Feature space70.368.690.779.687.855.1
Graph CNE (2)65.4 ± 2.262.7 ± 6.273.2 ± 1.477.1 ±0.766.9 ± 2.341.7 ± 0.8
Graph CNE (2) *72.1 ± 1.578.1± 3.292.9 ± 0.389.0± 0.277.2 ±0.645.3 ± 0.2
Graph CNE (128)72.0 ± 1.380.0± 1.292.9 ± 0.586.8±0.784.6±0.652.9 ± 0.3
GRACE71.2 ± 0.581.9 ± 0.492.2± 0.286.3± 0.380.6±0.40OM
GCA72.1± 0.482.3 ± 0.492.5 ± 0.187.9 ± 0.380.7± 0.5OOM
MVGRL73.3 ± 0.583.5 ± 0.491.7± 0.187.5 ± 0.180.1±0.70OM
DGI71.8±0.782.3 ± 0.691.6 ± 0.283.9± 0.576.8± 0.671.2 ± 0.2
BGRL71.1±0.882.7 ± 0.693.1 ± 0.389.7 ± 0.479.6± 0.572.7± 0.2
CCA-SSG73.1 ± 0.384.2 ± 0.493.1 ± 0.188.7± 0.381.6± 0.472.3 ± 0.2
AF-GCL72.0±0.483.2± 0.292.5 ± 0.389.7±0.279.1 ± 0.8
AFGRL68.7± 0.381.3± 0.293.2 ± 0.389.9 ± 0.380.6± 0.40OM
Local-GCL73.6 ± 0.484.5± 0.493.3 ± 0.488.8±0.482.1 ± 0.571.3 ± 0.3
Local-GCL,MLP70.3± 0.678.3± 0.590.9±0.482.4±0.579.6± 0.5
GRACE, MLP65.5 ± 2.667.7 ± 0.987.9 ± 0.680.9 ± 1.283.3± 0.5
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